{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from refer import REFER\n",
    "import numpy as np\n",
    "import skimage.io as io\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Refer Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading dataset refcoco into memory...\n",
      "creating index...\n",
      "index created.\n",
      "DONE (t=9.88s)\n"
     ]
    }
   ],
   "source": [
    "data_root = './data'  # contains refclef, refcoco, refcoco+, refcocog and images\n",
    "dataset = 'refcoco'\n",
    "splitBy = 'unc'\n",
    "refer = REFER(data_root, dataset, splitBy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stats about the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset [refcoco_unc] contains: \n",
      "142210 expressions for 50000 refs in 19994 images.\n",
      "\n",
      "Among them:\n",
      "42404 refs are in split [train].\n",
      "3811 refs are in split [val].\n",
      "3785 refs are in split [test].\n"
     ]
    }
   ],
   "source": [
    "# print stats about the given dataset\n",
    "print 'dataset [%s_%s] contains: ' % (dataset, splitBy)\n",
    "ref_ids = refer.getRefIds()\n",
    "image_ids = refer.getImgIds()\n",
    "print '%s expressions for %s refs in %s images.' % (len(refer.Sents), len(ref_ids), len(image_ids))\n",
    "\n",
    "print '\\nAmong them:'\n",
    "if dataset == 'refclef':\n",
    "    if splitBy == 'unc':\n",
    "        splits = ['train', 'val', 'testA', 'testB', 'testC']\n",
    "    else:\n",
    "        splits = ['train', 'val', 'test']\n",
    "elif dataset == 'refcoco':\n",
    "    splits = ['train', 'val', 'test']\n",
    "elif dataset == 'refcoco+':\n",
    "    splits = ['train', 'val', 'test']\n",
    "elif dataset == 'refcocog':\n",
    "    splits = ['train', 'val']  # we don't have test split for refcocog right now.\n",
    "    \n",
    "for split in splits:\n",
    "    ref_ids = refer.getRefIds(split=split)\n",
    "    print '%s refs are in split [%s].' % (len(ref_ids), split)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Show Refered Object and its Expressions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ref_id [22758] (ann_id [540661])\n",
      "1. woman in front\n",
      "2. lady smiling\n",
      "3. woman\n"
     ]
    },
    {
     "data": {
      "image/png": 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XKOERCliCxh+orM5SyxYej3IGQQ0+WIZS4lCFFUIiaYDhljmBByTqSGgjkFJxEKc0AoK4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esn6enpxQlbCNEhFDtArGpsuv71FC6+GRSbLkXH1CwKo6PM+T69bVjnC/pDAyVQqLRjQqkSxwlR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\nI4MMFirkY4uyLDNamOD0LZNUcy7XXHw/vBX4GNx99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D5jyfLYocOorKevE1auVypMNUaD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\n2WXanrPs2Z5dpu05y57t2WXa/wVjO2xV5Ti03wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fecdc3b5350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# randomly sample one ref\n",
    "ref_ids = refer.getRefIds()\n",
    "ref_id = ref_ids[np.random.randint(0, len(ref_ids))]\n",
    "ref = refer.Refs[ref_id]\n",
    "print 'ref_id [%s] (ann_id [%s])' % (ref_id, refer.refToAnn[ref_id]['id'])\n",
    "# show the segmentation of the referred object\n",
    "plt.figure()\n",
    "refer.showRef(ref, seg_box='seg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. woman in front\n",
      "2. lady smiling\n",
      "3. woman\n"
     ]
    },
    {
     "data": {
      "image/png": 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J0okoJxNiDJRH3JrNeO/7nuXm7bsUd/boKMOH3nEZIWO2zuzSNA2maRgMRsxn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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fecdc3be810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# or show the bounding box of the referred object\n",
    "refer.showRef(ref, seg_box='box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sent_id[64727]: woman in front\n",
      "sent_id[64728]: lady smiling\n",
      "sent_id[64729]: woman\n"
     ]
    }
   ],
   "source": [
    "# let's look at the details of each ref\n",
    "for sent in ref['sentences']:\n",
    "    print 'sent_id[%s]: %s' % (sent['sent_id'], sent['sent'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
